{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "aab16c3c-7abc-45b6-8d42-be8e4d2632d4",
   "metadata": {},
   "source": [
    "# Matplotlib多图布局"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e434616a-af6e-4fcc-ab88-0d7421d6c709",
   "metadata": {},
   "source": [
    " - 均匀分布\n",
    "   - subplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "72d91bf7-9e55-44d9-9da6-b99395f8bf67",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "8cf1947e-eb3e-43e0-afc0-15e921101195",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2行2列\n",
    "fig = plt.figure(figsize=(8,5))\n",
    "\n",
    "x = np.linspace(-np.pi,np.pi,40)\n",
    "y = np.sin(x)\n",
    "\n",
    "ax1 = plt.subplot(221) # 2行 2列 中的第一个图\n",
    "ax1.plot(x,y)\n",
    "ax1.set_title('子图1')\n",
    "\n",
    "ax2 = plt.subplot(222) # 2行 2列 中的第二个图\n",
    "ax2.plot(x,y)\n",
    "ax2.set_title('子图2')\n",
    "\n",
    "\n",
    "ax3 = plt.subplot(2,2,3) # 2行 2列 中的第三个图\n",
    "ax3.plot(x,y)\n",
    "ax3.set_title('子图3')\n",
    "\n",
    "ax4 = plt.subplot(2,2,4) # 2行 2列 中的第四个图\n",
    "ax4.plot(x,y)\n",
    "ax4.set_title('子图4')\n",
    "\n",
    "# 自动调整布局\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b375cd76-7b20-4239-a5e1-ca34a9fd6e61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f02d627650>]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "\n",
    "x = np.linspace(-np.pi,np.pi,40)\n",
    "y = np.sin(x)\n",
    "\n",
    "ax1 = plt.subplot(2,2,1)\n",
    "ax1.plot(x,y)\n",
    "\n",
    "ax2 = plt.subplot(2,2,2)\n",
    "ax2.plot(x,y)\n",
    "\n",
    "ax3 = plt.subplot(2,1,2)\n",
    "ax3.plot(x,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0705deaa-8f1e-4f52-9bc1-1506b7ea08b1",
   "metadata": {},
   "source": [
    "- 使用subplots()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "8eb03242-d51c-4d5c-b100-7c96404d4acc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,2*np.pi)\n",
    "\n",
    "# 3行3列\n",
    "fig,ax=plt.subplots(3,3)\n",
    "ax1,ax2,ax3=ax # axn 表示第n行\n",
    "ax11,ax12,ax13=ax1\n",
    "ax21,ax22,ax23=ax2\n",
    "ax31,ax32,ax33=ax3\n",
    "\n",
    "# set_figwidth设置画布大小\n",
    "fig.set_figwidth(8)\n",
    "fig.set_figheight(8)\n",
    "\n",
    "ax11.plot(x,np.sin(x))\n",
    "ax12.plot(x,np.cos(x))\n",
    "ax13.plot(x,np.tan(x))\n",
    "\n",
    "ax21.plot(x,np.tanh(x))\n",
    "ax22.plot(x,np.cosh(x))\n",
    "ax23.plot(x,np.sinh(x))\n",
    "\n",
    "ax31.plot(x,np.sin(x)+np.cos(x))\n",
    "ax32.plot(x,np.sin(x)**2+np.cos(x)**2)\n",
    "ax33.plot(x,np.sin(x) * np.cos(x))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63741bdd-4f68-47ff-b182-04cb68f2f623",
   "metadata": {},
   "source": [
    "- 图形嵌套\n",
    "- add_subplot()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "8ce6bc3d-43be-44ea-8e81-c34ce5aa55cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f030962720>]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "\n",
    "# 子图1\n",
    "axes1 = fig.add_subplot(1,1,1)\n",
    "axes1.plot([0,1],[1,3])\n",
    "\n",
    "# 子图2：嵌套图\n",
    "axes2 = fig.add_subplot(2,2,1,facecolor='pink')\n",
    "axes2.plot([1,3])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a27de9e-a1e5-4028-9e90-625b4e686b6d",
   "metadata": {},
   "source": [
    "- 使用 axes()函数\n",
    "- 使用 add_axes()函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "f3317eeb-ad6a-4079-bc2d-90c39aff344c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1f030470c80>]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,5))\n",
    "\n",
    "# 图1\n",
    "x = np.linspace(0,2*np.pi,30)\n",
    "\n",
    "y = np.sin(x)\n",
    "\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 嵌套图1\n",
    "axes1 = plt.axes([0.55,0.55,0.3,0.3])\n",
    "axes1.plot(x,y,color='g')\n",
    "\n",
    "# 嵌套图2\n",
    "axes2 = fig.add_axes([0.18,0.18,0.3,0.3])\n",
    "axes2.plot(x,y,color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9728ef79-87f7-446a-97ef-fc1271f02803",
   "metadata": {},
   "source": [
    "- 双轴显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "0bb05c50-1528-4fce-8580-8e6585c999eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 600x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "\n",
    "x = np.linspace(0,10,100)\n",
    "\n",
    "# 图1\n",
    "axes1 = plt.gca()  # gca 得到当前轴域\n",
    "axes1.plot(x,np.exp(x),color='r')\n",
    "axes1.set_xlabel('time')\n",
    "axes1.set_ylabel('exp',c='r')\n",
    "axes1.tick_params(axis='y',labelcolor='r')\n",
    "\n",
    "\n",
    "# 图2\n",
    "axes2 = axes1.twinx()  # 和图1共享x轴\n",
    "axes2.plot(x,np.sin(x),c='b')\n",
    "axes2.set_ylabel('sin',c='b')\n",
    "axes2.tick_params(axis='y',labelcolor='b')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2426791e-332c-4fd6-a025-a55452c0c00c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
